{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 51job项目"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 建关键词模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模块准备\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 网址获取\n",
    "url = \"https://search.51job.com/list/000000,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/000000,000000,0000,00,9,99,%2B,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 增加关键词\n",
    "base_url = r.url\n",
    "urllib.parse.urlparse(base_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/000000,000000,0000,00,9,99,%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "用户体验_url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "urllib.parse.urlparse(用户体验_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['000000',\n",
       " '000000',\n",
       " '0000',\n",
       " '00',\n",
       " '9',\n",
       " '99',\n",
       " '%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C',\n",
       " '2',\n",
       " '1.html']"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "用户体验_url_list = 用户体验_url.split(\"/\")[-1].split('?')[0].split(',')\n",
    "用户体验_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "用户体验_url_list[-3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'用户体验'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.unquote(urllib.parse.unquote(\"%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/000000,000000,0000,00,9,99,%25E7%2594%25A8%25E6%2588%25B7%25E4%25BD%2593%25E9%25AA%258C,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(用户体验_url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 关键词参数模版生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(keyword):\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数 =keyword_values\n",
    "    参数模版_list[2]='/list/000000,000000,0000,00,9,99,'+参数+',2,1.html'\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,0000,00,9,99,%E6%8F%92%E7%94%BB%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('插画师')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作年限"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/000000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_list=r.html.xpath('//script')\n",
    "script_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_list[-3].html.split(\"\\\"\")[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url=\"http:\"+script_list[-3].html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res=session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
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区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明区\",110302:\"海沧区\",110303:\"湖里区\",110304:\"集美区\",110305:\"同安区\",110306:\"翔安区\",110400:\"泉州\",110401:\"鲤城区\",110402:\"丰泽区\",110403:\"洛江区\",110404:\"泉港区\",110405:\"惠安县\",110406:\"安溪县\",110407:\"永春县\",110408:\"德化县\",110409:\"金门县\",110410:\"石狮市\",110411:\"晋江市\",110412:\"南安市\",110500:\"漳州\",110600:\"莆田\",110700:\"三明\",110800:\"南平\",110900:\"宁德\",111e3:\"龙岩\",12e4:\"山东省\",120200:\"济南\",120201:\"历下区\",120202:\"市中区\",120203:\"槐荫区\",120204:\"天桥区\",120205:\"历城区\",120206:\"长清区\",120207:\"平阴县\",120208:\"济阳区\",120209:\"商河县\",120210:\"章丘区\",120211:\"高新区\",120212:\"莱芜区\",120213:\"钢城区\",120300:\"青岛\",120301:\"市南区\",120302:\"市北区\",120303:\"黄岛区\",120304:\"崂山区\",120305:\"城阳区\",120306:\"李沧区\",120307:\"胶州市\",120308:\"即墨区\",120309:\"平度市\",120310:\"莱西市\",120311:\"高新区\",120400:\"烟台\",120401:\"芝罘区\",120402:\"福山区\",120403:\"牟平区\",120404:\"莱山区\",120405:\"长岛县\",120406:\"龙口市\",120407:\"莱阳市\",120408:\"莱州市\",120409:\"蓬莱市\",120410:\"招远市\",120411:\"栖霞市\",120412:\"海阳市\",120413:\"高新区\",120414:\"开发区\",120500:\"潍坊\",120501:\"潍城区\",120502:\"寒亭区\",120503:\"坊子区\",120504:\"奎文区\",120505:\"临朐县\",120506:\"昌乐县\",120507:\"青州市\",120508:\"诸城市\",120509:\"寿光市\",120510:\"安丘市\",120511:\"高密市\",120512:\"昌邑市\",120513:\"高新技术开发区\",120514:\"滨海经济开发区\",120600:\"威海\",120700:\"淄博\",120800:\"临沂\",120801:\"兰山区\",120802:\"罗庄区\",120803:\"河东区\",120804:\"沂南县\",120805:\"郯城县\",120806:\"沂水县\",120807:\"兰陵县\",120808:\"费县\",120809:\"平邑县\",120810:\"莒南县\",120811:\"蒙阴县\",120812:\"临沭县\",120900:\"济宁\",121e3:\"东营\",121100:\"泰安\",121200:\"日照\",121300:\"德州\",121400:\"菏泽\",121500:\"滨州\",121600:\"枣庄\",121700:\"聊城\",13e4:\"江西省\",130200:\"南昌\",130201:\"东湖区\",130202:\"西湖区\",130203:\"青云谱区\",130205:\"青山湖区\",130206:\"南昌县\",130207:\"新建区\",130208:\"安义县\",130209:\"进贤县\",130210:\"红谷滩新区\",130300:\"九江\",130400:\"景德镇\",130500:\"萍乡\",130600:\"新余\",130700:\"鹰潭\",130800:\"赣州\",130801:\"章贡区\",130802:\"赣县区\",130803:\"南康区\",130804:\"信丰县\",130805:\"大余县\",130806:\"上犹县\",130807:\"崇义县\",130808:\"安远县\",130809:\"龙南县\",130810:\"定南县\",130811:\"全南县\",130812:\"宁都县\",130813:\"于都县\",130814:\"兴国县\",130815:\"会昌县\",130816:\"寻乌县\",130817:\"石城县\",130818:\"瑞金市\",130900:\"吉安\",131e3:\"宜春\",131100:\"抚州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r=n(44),o=Math.max,i=Math.min;e.exports=function(e,t){return(e=r(e))<0?o(e+t,0):i(e,t)}},function(e,t,n){var r=n(6).document;e.exports=r&&r.documentElement},function(e,t,n){var r=n(12),o=n(13),i=n(66)(\"IE_PROTO\"),a=Object.prototype;e.exports=Object.getPrototypeOf||function(e){return e=o(e),r(e,i)?e[i]:\"function\"==typeof e.constructor&&e instanceof e.constructor?e.constructor.prototype:e instanceof Object?a:null}},function(e,t,n){var r=n(1),o=n(20),i=n(2);e.exports=function(e,t){var n=(o.Object||{})[e]||Object[e],a={};a[e]=t(n),r(r.S+r.F*i((function(){n(1)})),\"Object\",a)}},,,,,,,,,function(e,t,n){var r=n(7),o=n(3),i=function(e,t){if(o(e),!r(t)&&null!==t)throw TypeError(t+\": can\\'t set as prototype!\")};e.exports={set:Object.setPrototypeOf||(\"__proto__\"in{}?function(e,t,r){try{(r=n(21)(Function.call,n(70).f(Object.prototype,\"__proto__\").set,2))(e,[]),t=!(e instanceof Array)}catch(e){t=!0}return function(e,n){return i(e,n),t?e.__proto__=n:r(e,n),e}}({},!1):void 0),check:i}},,,,,function(e,t){e.exports=\"\\\\t\\\\n\\\\v\\\\f\\\\r ????????????????\\u3000\\\\u2028\\\\u2029\\\\ufeff\"},,function(e,t,n){\"use strict\";var r=n(43),o=n(7),i=n(148),a=[].slice,c={},u=function(e,t,n){if(!(t in c)){for(var r=[],o=0;o<t;o++)r[o]=\"a[\"+o+\"]\";c[t]=Function(\"F,a\",\"return new F(\"+r.join(\",\")+\")\")}return c[t](e,n)};e.exports=Function.bind||function(e){var t=r(this),n=a.call(arguments,1),c=function(){var r=n.concat(a.call(arguments));return this instanceof c?u(t,r.length,r):i(t,r,e)};return o(t.prototype)&&(c.prototype=t.prototype),c}},function(e,t){e.exports=function(e,t,n){var r=void 0===n;switch(t.length){case 0:return r?e():e.call(n);case 1:return r?e(t[0]):e.call(n,t[0]);case 2:return r?e(t[0],t[1]):e.call(n,t[0],t[1]);case 3:return r?e(t[0],t[1],t[2]):e.call(n,t[0],t[1],t[2]);case 4:return r?e(t[0],t[1],t[2],t[3]):e.call(n,t[0],t[1],t[2],t[3])}return e.apply(n,t)}}]]);'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.content.decode('gbk')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 工作年限参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}],'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_search_workyear =res.content.decode('gbk').split('d_search_workyear=')[1].split('window.d_search_providesalary')[0]\n",
    "d_search_workyear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "workyear_参数构建={\n",
    "    '请选择': '99',\n",
    "    '在校生/应届生': '01',\n",
    "    '1-3年': '02',\n",
    "    '3-5年': '03',\n",
    "    '5-10年': '04',\n",
    "    '5-10年': '05',\n",
    "    '无需经验':'06',}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 增加关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "插画师_1至3年_url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,%25E6%258F%2592%25E7%2594%25BB%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=02&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=02',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "插画师_1至3年_url_list = 插画师_1至3年_url.split(\"?\")[1].split('&')\n",
    "插画师_1至3年_url_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/000000,000000,0000,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作年限url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版 = urllib.parse.urlparse(工作年限url)\n",
    "参数模版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/000000,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 工作年限参数模板生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(workyear, keyword):\n",
    "    workyear_values = workyear_参数构建[workyear]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"workyear\"] = workyear_values\n",
    "    参数 =keyword_values\n",
    "    参数模版_list[2]='/list/000000,000000,0000,00,9,99,'+参数+',2,1.html'\n",
    "    query_workyear = \"&\".join([k+\"=\"+v for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = query_workyear\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,0000,00,9,99,%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C,2,1.html?lang=c&postchannel=0000&workyear=02&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('1-3年','用户体验')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 学历要求"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学历要求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}],'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_search_degreefrom =res.content.decode('gbk').split('d_search_degreefrom=')[1].split('window.d_search_jobterm')[0]\n",
    "d_search_degreefrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "degreefrom_参数构建={\n",
    "    '请选择': '99',\n",
    "    '初中及以下': '01',\n",
    "    '高中/中技/中专': '02',\n",
    "    '大专': '03',\n",
    "    '本科': '04',\n",
    "    '硕士': '05',\n",
    "    '博士':'06',\n",
    "    '无学历要求':'07',\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 增加关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "本科编辑url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,%25E7%25BC%2596%25E8%25BE%2591,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=04',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "本科编辑url_list =本科编辑url.split(\"?\")[1].split('&')\n",
    "本科编辑url_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/000000,000000,0000,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版 = urllib.parse.urlparse(学历要求url)\n",
    "参数模版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/000000,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 学历要求参数模板生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(degreefrom, keyword):\n",
    "    degreefrom_values = degreefrom_参数构建[degreefrom]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"degreefrom\"] = degreefrom_values\n",
    "    参数模版_list[2]='/list/000000,000000,0000,00,9,99,'+keyword_values+',2,1.html'\n",
    "    query_degreefrom = \"&\".join([k+\"=\"+v for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = query_degreefrom\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,0000,00,9,99,%E6%8F%92%E7%94%BB%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('大专', '插画师')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作职能"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明区\",110302:\"海沧区\",110303:\"湖里区\",110304:\"集美区\",110305:\"同安区\",110306:\"翔安区\",110400:\"泉州\",110401:\"鲤城区\",110402:\"丰泽区\",110403:\"洛江区\",110404:\"泉港区\",110405:\"惠安县\",110406:\"安溪县\",110407:\"永春县\",110408:\"德化县\",110409:\"金门县\",110410:\"石狮市\",110411:\"晋江市\",110412:\"南安市\",110500:\"漳州\",110600:\"莆田\",110700:\"三明\",110800:\"南平\",110900:\"宁德\",111e3:\"龙岩\",12e4:\"山东省\",120200:\"济南\",120201:\"历下区\",120202:\"市中区\",120203:\"槐荫区\",120204:\"天桥区\",120205:\"历城区\",120206:\"长清区\",120207:\"平阴县\",120208:\"济阳区\",120209:\"商河县\",120210:\"章丘区\",120211:\"高新区\",120212:\"莱芜区\",120213:\"钢城区\",120300:\"青岛\",120301:\"市南区\",120302:\"市北区\",120303:\"黄岛区\",120304:\"崂山区\",120305:\"城阳区\",120306:\"李沧区\",120307:\"胶州市\",120308:\"即墨区\",120309:\"平度市\",120310:\"莱西市\",120311:\"高新区\",120400:\"烟台\",120401:\"芝罘区\",120402:\"福山区\",120403:\"牟平区\",120404:\"莱山区\",120405:\"长岛县\",120406:\"龙口市\",120407:\"莱阳市\",120408:\"莱州市\",120409:\"蓬莱市\",120410:\"招远市\",120411:\"栖霞市\",120412:\"海阳市\",120413:\"高新区\",120414:\"开发区\",120500:\"潍坊\",120501:\"潍城区\",120502:\"寒亭区\",120503:\"坊子区\",120504:\"奎文区\",120505:\"临朐县\",120506:\"昌乐县\",120507:\"青州市\",120508:\"诸城市\",120509:\"寿光市\",120510:\"安丘市\",120511:\"高密市\",120512:\"昌邑市\",120513:\"高新技术开发区\",120514:\"滨海经济开发区\",120600:\"威海\",120700:\"淄博\",120800:\"临沂\",120801:\"兰山区\",120802:\"罗庄区\",120803:\"河东区\",120804:\"沂南县\",120805:\"郯城县\",120806:\"沂水县\",120807:\"兰陵县\",120808:\"费县\",120809:\"平邑县\",120810:\"莒南县\",120811:\"蒙阴县\",120812:\"临沭县\",120900:\"济宁\",121e3:\"东营\",121100:\"泰安\",121200:\"日照\",121300:\"德州\",121400:\"菏泽\",121500:\"滨州\",121600:\"枣庄\",121700:\"聊城\",13e4:\"江西省\",130200:\"南昌\",130201:\"东湖区\",130202:\"西湖区\",130203:\"青云谱区\",130205:\"青山湖区\",130206:\"南昌县\",130207:\"新建区\",130208:\"安义县\",130209:\"进贤县\",130210:\"红谷滩新区\",130300:\"九江\",130400:\"景德镇\",130500:\"萍乡\",130600:\"新余\",130700:\"鹰潭\",130800:\"赣州\",130801:\"章贡区\",130802:\"赣县区\",130803:\"南康区\",130804:\"信丰县\",130805:\"大余县\",130806:\"上犹县\",130807:\"崇义县\",130808:\"安远县\",130809:\"龙南县\",130810:\"定南县\",130811:\"全南县\",130812:\"宁都县\",130813:\"于都县\",130814:\"兴国县\",130815:\"会昌县\",130816:\"寻乌县\",130817:\"石城县\",130818:\"瑞金市\",130900:\"吉安\",131e3:\"宜春\",131100:\"抚州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\"0705\":\"总监/部门经理\",\"0710\":\"策略发展总监\",\"0711\":\"企业秘书/董事会秘书\",\"0712\":\"投资者关系\",\"0708\":\"办事处首席代表\",\"0709\":\"办事处/分公司/分支机构经理\",\"0703\":\"总裁助理/总经理助理\",\"0706\":\"其他\",2300:\"行政/后勤\",2301:\"行政总监\",2302:\"行政经理/主管/办公室主任\",2303:\"行政专员/助理\",2304:\"经理助理/秘书\",2311:\"文员\",2310:\"党工团干事\",2305:\"前台接待/总机/接待生\",2307:\"图书管理员/资料管理员\",2312:\"档案管理员\",2308:\"电脑操作员/打字员\",2306:\"后勤\",2309:\"其他\",1400:\"咨询/顾问\",1401:\"专业顾问\",1402:\"咨询总监\",1403:\"咨询经理\",1406:\"专业培训师\",1404:\"咨询员\",1409:\"调研员\",1408:\"猎头/人才中介\",1407:\"情报信息分析人员\",1405:\"其他\",1100:\"律师/法务/合规\",1101:\"律师/法律顾问\",1103:\"律师助理\",1111:\"法务总监\",1106:\"法务经理\",1102:\"法务主管/专员\",1107:\"法务助理\",1109:\"合规经理\",1110:\"合规主管/专员\",1108:\"知识产权/专利/商标\",1105:\"其他\",1200:\"教师\",1219:\"英语老师\",1220:\"数学老师\",1221:\"语文老师\",1222:\"物理老师\",1223:\"化学老师\",1224:\"日语老师\",1207:\"幼教\",1225:\"早教老师\",1228:\"美术老师\",1233:\"钢琴老师\",1226:\"音乐老师\",1216:\"体育教师\",1215:\"其他外语老师\",1218:\"在线辅导老师\",1209:\"小学教师\",1231:\"初中教师\",1232:\"高中教师\",1208:\"大学教授\",1211:\"职业技术教师\",1204:\"讲师/助教\",1205:\"家教\",1210:\"兼职教师\",1206:\"其他\",8100:\"教育咨询\",8101:\"课程顾问\",8102:\"招生老师\",8103:\"学习规划师\",8104:\"留学顾问\",8105:\"其他\",8200:\"教育管理\",8201:\"校长\",8202:\"班主任/辅导员\",8203:\"院校教务管理人员\",8204:\"园长\",8205:\"教研组长/主管\",8206:\"教研员\",8207:\"教师培训/师训\",8208:\"其他\",5700:\"培训\",5701:\"培训督导\",5702:\"培训讲师\",5703:\"培训策划\",5707:\"培训产品开发\",5704:\"培训助理\",5705:\"其他\",1e3:\"科研\",1002:\"科研管理人员\",1001:\"科研人员\",4800:\"餐饮服务\",4801:\"餐饮店长/经理\",4819:\"餐饮大堂经理\",4802:\"餐厅领班\",4803:\"餐饮服务员\",4806:\"行政主厨/厨师长\",4807:\"中餐厨师\",4820:\"西餐厨师\",4821:\"日式厨师\",4822:\"面点师\",4823:\"西点师\",4812:\"厨师助理/学徒\",4809:\"茶艺师\",4816:\"咖啡师\",4808:\"调酒师/侍酒师/吧台员\",4804:\"礼仪/迎宾\",4824:\"餐饮预订员\",4818:\"餐饮收银员\",4813:\"配菜/打荷\",4811:\"传菜主管\",4825:\"传菜员\",4814:\"洗碗工\",4815:\"送餐员\",4817:\"杂工\",4810:\"其他\",4900:\"酒店旅游\",4901:\"酒店/宾馆经理\",4902:\"酒店/宾馆销售\",4916:\"预订主管\",4917:\"预订员\",4903:\"酒店大堂经理\",4905:\"酒店前台\",4912:\"宴会管理\",4915:\"宾客服务经理\",4904:\"楼面经理\",4906:\"客房服务员/楼面服务员\",4918:\"健身房服务\",4907:\"行李员\",4914:\"管家部经理/主管\",4908:\"清洁服务人员\",4919:\"旅游产品销售\",4920:\"行程管理/计调\",4921:\"签证专员\",4909:\"导游/旅行顾问\",4910:\"票务\",4913:\"机场代表\",4911:\"其他\",5e3:\"美容保健\",5018:\"美容店长\",5016:\"美容培训师/导师\",5001:\"美容顾问\",5019:\"美容师\",5002:\"美容助理\",5013:\"彩妆培训师\",5014:\"专柜彩妆顾问(BA)\",5020:\"化妆师\",5021:\"造型师\",5022:\"美发店长\",5004:\"发型师\",5005:\"发型助理/学徒\",5006:\"美甲师\",5017:\"美体师\",5003:\"瘦身顾问\",5023:\"SPA 技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}'"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ft = res.content.decode('gbk').split('window.ft=')[1].split('},function(e,t){window.aFTN=')[0]\n",
    "ft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results=eval(ft)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function 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\"0705\":\"总监/部门经理\",\"0710\":\"策略发展总监\",\"0711\":\"企业秘书/董事会秘书\",\"0712\":\"投资者关系\",\"0708\":\"办事处首席代表\",\"0709\":\"办事处/分公司/分支机构经理\",\"0703\":\"总裁助理/总经理助理\",\"0706\":\"其他\",2300:\"行政/后勤\",2301:\"行政总监\",2302:\"行政经理/主管/办公室主任\",2303:\"行政专员/助理\",2304:\"经理助理/秘书\",2311:\"文员\",2310:\"党工团干事\",2305:\"前台接待/总机/接待生\",2307:\"图书管理员/资料管理员\",2312:\"档案管理员\",2308:\"电脑操作员/打字员\",2306:\"后勤\",2309:\"其他\",1400:\"咨询/顾问\",1401:\"专业顾问\",1402:\"咨询总监\",1403:\"咨询经理\",1406:\"专业培训师\",1404:\"咨询员\",1409:\"调研员\",1408:\"猎头/人才中介\",1407:\"情报信息分析人员\",1405:\"其他\",1100:\"律师/法务/合规\",1101:\"律师/法律顾问\",1103:\"律师助理\",1111:\"法务总监\",1106:\"法务经理\",1102:\"法务主管/专员\",1107:\"法务助理\",1109:\"合规经理\",1110:\"合规主管/专员\",1108:\"知识产权/专利/商标\",1105:\"其他\",1200:\"教师\",1219:\"英语老师\",1220:\"数学老师\",1221:\"语文老师\",1222:\"物理老师\",1223:\"化学老师\",1224:\"日语老师\",1207:\"幼教\",1225:\"早教老师\",1228:\"美术老师\",1233:\"钢琴老师\",1226:\"音乐老师\",1216:\"体育教师\",1215:\"其他外语老师\",1218:\"在线辅导老师\",1209:\"小学教师\",1231:\"初中教师\",1232:\"高中教师\",1208:\"大学教授\",1211:\"职业技术教师\",1204:\"讲师/助教\",1205:\"家教\",1210:\"兼职教师\",1206:\"其他\",8100:\"教育咨询\",8101:\"课程顾问\",8102:\"招生老师\",8103:\"学习规划师\",8104:\"留学顾问\",8105:\"其他\",8200:\"教育管理\",8201:\"校长\",8202:\"班主任/辅导员\",8203:\"院校教务管理人员\",8204:\"园长\",8205:\"教研组长/主管\",8206:\"教研员\",8207:\"教师培训/师训\",8208:\"其他\",5700:\"培训\",5701:\"培训督导\",5702:\"培训讲师\",5703:\"培训策划\",5707:\"培训产品开发\",5704:\"培训助理\",5705:\"其他\",1e3:\"科研\",1002:\"科研管理人员\",1001:\"科研人员\",4800:\"餐饮服务\",4801:\"餐饮店长/经理\",4819:\"餐饮大堂经理\",4802:\"餐厅领班\",4803:\"餐饮服务员\",4806:\"行政主厨/厨师长\",4807:\"中餐厨师\",4820:\"西餐厨师\",4821:\"日式厨师\",4822:\"面点师\",4823:\"西点师\",4812:\"厨师助理/学徒\",4809:\"茶艺师\",4816:\"咖啡师\",4808:\"调酒师/侍酒师/吧台员\",4804:\"礼仪/迎宾\",4824:\"餐饮预订员\",4818:\"餐饮收银员\",4813:\"配菜/打荷\",4811:\"传菜主管\",4825:\"传菜员\",4814:\"洗碗工\",4815:\"送餐员\",4817:\"杂工\",4810:\"其他\",4900:\"酒店旅游\",4901:\"酒店/宾馆经理\",4902:\"酒店/宾馆销售\",4916:\"预订主管\",4917:\"预订员\",4903:\"酒店大堂经理\",4905:\"酒店前台\",4912:\"宴会管理\",4915:\"宾客服务经理\",4904:\"楼面经理\",4906:\"客房服务员/楼面服务员\",4918:\"健身房服务\",4907:\"行李员\",4914:\"管家部经理/主管\",4908:\"清洁服务人员\",4919:\"旅游产品销售\",4920:\"行程管理/计调\",4921:\"签证专员\",4909:\"导游/旅行顾问\",4910:\"票务\",4913:\"机场代表\",4911:\"其他\",5e3:\"美容保健\",5018:\"美容店长\",5016:\"美容培训师/导师\",5001:\"美容顾问\",5019:\"美容师\",5002:\"美容助理\",5013:\"彩妆培训师\",5014:\"专柜彩妆顾问(BA)\",5020:\"化妆师\",5021:\"造型师\",5022:\"美发店长\",5004:\"发型师\",5005:\"发型助理/学徒\",5006:\"美甲师\",5017:\"美体师\",5003:\"瘦身顾问\",5023:\"SPA 技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}\n",
    "function_参数构建 = {value:key for key,value in function.items()}\n",
    "function_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模板_list= ['https', 'search.51job.com', '/list/000000,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模板_list=\",参数模板_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模版生成(function ,keyword):\n",
    "    function_values = function_参数构建[function]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"function\"] = function_values\n",
    "    参数模版_list[2] = '/list/000000,000000,'+str(function_values)+',00,9,99,'+keyword_values+',2,1.html' \n",
    "    query_function_keyword = \"&\".join([k+\"=\"+str(v) for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = query_function_keyword\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,7802,00,9,99,%E8%AE%BE%E8%AE%A1,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&function=7802'"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模版生成(\"游戏系统策划\",\"设计\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 公司规模"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公司规模参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"少于50人\"},{k:\"02\",v:\"50-150人\"},{k:\"03\",v:\"150-500人\"},{k:\"04\",v:\"500-1000人\"},{k:\"05\",v:\"1000-5000人\"},{k:\"06\",v:\"5000-10000人\"},{k:\"07\",v:\"10000人以上\"}]'"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_search_companysize = res.content.decode('gbk').split('d_search_companysize=')[1].split(',window.d_search_degreefrom')[0]\n",
    "d_search_companysize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "companysize_参数构建={\n",
    "    '请选择': '99',\n",
    "    '少于50人': '01',\n",
    "    '50-150人': '02',\n",
    "    '150-500人': '03',\n",
    "    '500-1000人': '04',\n",
    "    '1000-5000人': '05',\n",
    "    '5000-10000人':'06',\n",
    "    '10000人以上':'07',\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 增加关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "策划150至500人_url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,%25E7%25AD%2596%25E5%2588%2592,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=03',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "策划150至500人_url_list =策划150至500人_url.split(\"?\")[1].split('&')\n",
    "策划150至500人_url_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/000000,000000,0000,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司规模url=\"https://search.51job.com/list/000000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版 = urllib.parse.urlparse(公司规模url)\n",
    "参数模版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/000000,000000,0000,00,9,99,+,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '03',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公司规模参数模板生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(companysize, keyword):\n",
    "    companysize_values = companysize_参数构建[companysize]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"companysize\"] = companysize_values\n",
    "    参数模版_list[2]='/list/000000,000000,0000,00,9,99,'+keyword_values+',2,1.html'\n",
    "    query_companysize = \"&\".join([k+\"=\"+v for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = query_companysize\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,0000,00,9,99,%E8%A1%8C%E6%94%BF,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('150-500人','行政')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 全部参数模板生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(workyear,degreefrom,companysize,function,keyword):\n",
    "    workyear_values = workyear_参数构建[workyear]\n",
    "    degreefrom_values = degreefrom_参数构建[degreefrom]\n",
    "    companysize_values = companysize_参数构建[companysize]\n",
    "    function_values = function_参数构建[function]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[\"workyear\"] = workyear_values\n",
    "    参数模版_dict[\"degreefrom\"] = degreefrom_values\n",
    "    参数模版_dict[\"companysize\"] = companysize_values\n",
    "    参数模版_dict[\"function\"] = function_values\n",
    "    参数模版_list[2] = '/list/000000,000000,'+str(function_values)+',00,9,99,'+keyword_values+',2,1.html'\n",
    "    query_zong = \"&\".join([k+\"=\"+str(v) for k,v in 参数模版_dict.items()])\n",
    "    参数模版_list[4] = query_zong\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,1.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201'"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_生成=url_参数模板生成('3-5年','本科','150-500人','Web前端开发','设计')\n",
    "url_生成"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 解析url\n",
    "session = HTMLSession()\n",
    "r = session.get(url_生成)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 利用script 获取信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath('//script')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<script type=\"text/javascript\">&#13;\\nwindow.__SEARCH_RESULT__ = {\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130243836\",\"coid\":\"315775\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/130243836.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"高级UI设计师\",\"job_title\":\"高级UI设计师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co315775.html\",\"company_name\":\"北京龙软科技股份有限公司\",\"providesalary_text\":\"0.7-1.4万\\\\/月\",\"workarea\":\"010000\",\"workarea_text\":\"北京\",\"updatedate\":\"05-21\",\"iscommunicate\":\"\",\"companytype_text\":\"上市公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-21 04:00:55\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 餐饮补贴 绩效奖金 年终奖金 定期体检\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"餐饮补贴\",\"绩效奖金\",\"年终奖金\",\"定期体检\"],\"attribute_text\":[\"北京\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"127896215\",\"coid\":\"4832192\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/changsha-csx\\\\/127896215.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"WEB前端设计工程师\",\"job_title\":\"WEB前端设计工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4832192.html\",\"company_name\":\"湖南一块医药科技有限公司\",\"providesalary_text\":\"0.6-1.1万\\\\/月\",\"workarea\":\"190207\",\"workarea_text\":\"长沙-长沙县\",\"updatedate\":\"05-07\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-07 15:28:54\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"餐饮补贴 绩效奖金 弹性工作 定期体检 五险\",\"jobwelf_list\":[\"餐饮补贴\",\"绩效奖金\",\"弹性工作\",\"定期体检\",\"五险\"],\"attribute_text\":[\"长沙-长沙县\",\"3-4年经验\",\"本科\",\"招2人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"医疗\\\\/护理\\\\/卫生\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130400753\",\"coid\":\"4223766\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ypq\\\\/130400753.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4223766.html\",\"company_name\":\"智方设计股份有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"020900\",\"workarea_text\":\"上海-杨浦区\",\"updatedate\":\"05-10\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-10 08:47:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 餐饮补贴 绩效奖金 定期体检\",\"jobwelf_list\":[\"五险一金\",\"餐饮补贴\",\"绩效奖金\",\"定期体检\"],\"attribute_text\":[\"上海-杨浦区\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"电气\\\\/电力\\\\/水利\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130238626\",\"coid\":\"2722828\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/130238626.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2722828.html\",\"company_name\":\"大庆油田设计院有限公司北京分公司\",\"providesalary_text\":\"1-1.6万\\\\/月\",\"workarea\":\"010000\",\"workarea_text\":\"北京\",\"updatedate\":\"04-26\",\"iscommunicate\":\"\",\"companytype_text\":\"国企\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-04-26 13:41:13\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 绩效奖金 周末双休 培训\",\"jobwelf_list\":[\"五险一金\",\"绩效奖金\",\"周末双休\",\"培训\"],\"attribute_text\":[\"北京\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"石油\\\\/化工\\\\/矿产\\\\/地质\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131305601\",\"coid\":\"1754289\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-jnq\\\\/131305601.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"Web前端开发工程师\",\"job_title\":\"Web前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1754289.html\",\"company_name\":\"四川东方物流集团有限公司\",\"providesalary_text\":\"0.8-1.2万\\\\/月\",\"workarea\":\"090203\",\"workarea_text\":\"成都-金牛区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 09:04:56\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 带薪年假 五险一金 绩效奖金 餐饮补贴 高温补贴 节日福利\",\"jobwelf_list\":[\"周末双休\",\"带薪年假\",\"五险一金\",\"绩效奖金\",\"餐饮补贴\",\"高温补贴\",\"节日福利\"],\"attribute_text\":[\"成都-金牛区\",\"3-4年经验\",\"本科\",\"招3人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"交通\\\\/运输\\\\/物流\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132138035\",\"coid\":\"352705\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-dhxjs\\\\/132138035.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co352705.html\",\"company_name\":\"武汉天喻软件股份有限公司\",\"providesalary_text\":\"1-2.5万\\\\/月\",\"workarea\":\"180215\",\"workarea_text\":\"武汉-东湖新技术产业开发区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"全勤奖 带薪年假 免费班车 加班补贴 餐饮补贴 绩效奖金 五险一金 周末双休 节日福利\",\"jobwelf_list\":[\"全勤奖\",\"带薪年假\",\"免费班车\",\"加班补贴\",\"餐饮补贴\",\"绩效奖金\",\"五险一金\",\"周末双休\",\"节日福利\"],\"attribute_text\":[\"武汉-东湖新技术产业开发区\",\"3-4年经验\",\"本科\",\"招5人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"109589307\",\"coid\":\"5074413\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/109589307.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"高级前端工程师\",\"job_title\":\"高级前端工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5074413.html\",\"company_name\":\"广州茉莉传媒科技有限公司\",\"providesalary_text\":\"1.5-3万\\\\/月\",\"workarea\":\"030201\",\"workarea_text\":\"广州-越秀区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"绩效奖金 晋升 员工旅游 专业培训 年终奖金 弹性工作 交通补贴 餐饮补贴\",\"jobwelf_list\":[\"绩效奖金\",\"晋升\",\"员工旅游\",\"专业培训\",\"年终奖金\",\"弹性工作\",\"交通补贴\",\"餐饮补贴\"],\"attribute_text\":[\"广州-越秀区\",\"3-4年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"广告\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"123898473\",\"coid\":\"3303374\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-hpq\\\\/123898473.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师（内部岗位）\",\"job_title\":\"前端开发工程师（内部岗位）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3303374.html\",\"company_name\":\"上海博为峰信息技术有限公司\",\"providesalary_text\":\"1.4-1.7万\\\\/月\",\"workarea\":\"020100\",\"workarea_text\":\"上海-黄浦区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 08:00:54\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"交通补贴\",\"餐饮补贴\",\"通讯补贴\",\"绩效奖金\",\"年终奖金\",\"定期体检\"],\"attribute_text\":[\"上海-黄浦区\",\"3-4年经验\",\"本科\",\"招3人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132125151\",\"coid\":\"903160\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ypq\\\\/132125151.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"前端开发工程师\",\"job_title\":\"前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co903160.html\",\"company_name\":\"龙的股份\",\"providesalary_text\":\"1.5-2万\\\\/月\",\"workarea\":\"020900\",\"workarea_text\":\"上海-杨浦区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"合资\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 年终奖金 出国机会\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"年终奖金\",\"出国机会\"],\"attribute_text\":[\"上海-杨浦区\",\"3-4年经验\",\"本科\",\"招2人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132124904\",\"coid\":\"2709332\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/132124904.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"Web前端开发工程师\",\"job_title\":\"Web前端开发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2709332.html\",\"company_name\":\"上海通天晓信息技术有限公司\",\"providesalary_text\":\"0.7-1万\\\\/月\",\"workarea\":\"180207\",\"workarea_text\":\"武汉-洪山区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:47\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 带薪年假 五险一金 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      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "js=r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "js"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   'workarea_text': '成都-金牛区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:04:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 绩效奖金 餐饮补贴 高温补贴 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '绩效奖金', '餐饮补贴', '高温补贴', '节日福利'],\n",
       "   'attribute_text': ['成都-金牛区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132138035',\n",
       "   'coid': '352705',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-dhxjs\\\\/132138035.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co352705.html',\n",
       "   'company_name': '武汉天喻软件股份有限公司',\n",
       "   'providesalary_text': '1-2.5万\\\\/月',\n",
       "   'workarea': '180215',\n",
       "   'workarea_text': '武汉-东湖新技术产业开发区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 带薪年假 免费班车 加班补贴 餐饮补贴 绩效奖金 五险一金 周末双休 节日福利',\n",
       "   'jobwelf_list': ['全勤奖',\n",
       "    '带薪年假',\n",
       "    '免费班车',\n",
       "    '加班补贴',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '五险一金',\n",
       "    '周末双休',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['武汉-东湖新技术产业开发区', '3-4年经验', '本科', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '109589307',\n",
       "   'coid': '5074413',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/109589307.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级前端工程师',\n",
       "   'job_title': '高级前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5074413.html',\n",
       "   'company_name': '广州茉莉传媒科技有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 晋升 员工旅游 专业培训 年终奖金 弹性工作 交通补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['绩效奖金',\n",
       "    '晋升',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '广告',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123898473',\n",
       "   'coid': '3303374',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-hpq\\\\/123898473.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师（内部岗位）',\n",
       "   'job_title': '前端开发工程师（内部岗位）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3303374.html',\n",
       "   'company_name': '上海博为峰信息技术有限公司',\n",
       "   'providesalary_text': '1.4-1.7万\\\\/月',\n",
       "   'workarea': '020100',\n",
       "   'workarea_text': '上海-黄浦区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 08:00:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['上海-黄浦区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132125151',\n",
       "   'coid': '903160',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ypq\\\\/132125151.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co903160.html',\n",
       "   'company_name': '龙的股份',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '020900',\n",
       "   'workarea_text': '上海-杨浦区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 出国机会',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '出国机会'],\n",
       "   'attribute_text': ['上海-杨浦区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132124904',\n",
       "   'coid': '2709332',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/132124904.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2709332.html',\n",
       "   'company_name': '上海通天晓信息技术有限公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '180207',\n",
       "   'workarea_text': '武汉-洪山区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '节日福利'],\n",
       "   'attribute_text': ['武汉-洪山区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132121175',\n",
       "   'coid': '3601391',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-jhq\\\\/132121175.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3601391.html',\n",
       "   'company_name': '北京万泰中联科技股份有限公司',\n",
       "   'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "   'workarea': '180202',\n",
       "   'workarea_text': '武汉-江汉区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '节日福利'],\n",
       "   'attribute_text': ['武汉-江汉区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132113149',\n",
       "   'coid': '3639909',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/132113149.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3639909.html',\n",
       "   'company_name': '深圳市龙控智能技术有限公司',\n",
       "   'providesalary_text': '1.3-2万\\\\/月',\n",
       "   'workarea': '040300',\n",
       "   'workarea_text': '深圳-南山区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 交通补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充公积金',\n",
       "    '交通补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['深圳-南山区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132101061',\n",
       "   'coid': '5658036',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132101061.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '月薪10K 前端开发工程师（双休）',\n",
       "   'job_title': '月薪10K 前端开发工程师（双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5658036.html',\n",
       "   'company_name': '道格集团',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '高提成',\n",
       "    '加班补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132098649',\n",
       "   'coid': '4582465',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/132098649.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '中级web前端工程师',\n",
       "   'job_title': '中级web前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4582465.html',\n",
       "   'company_name': '森鸿国际物流（深圳）有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '040500',\n",
       "   'workarea_text': '深圳-宝安区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 年终奖金 专业培训 节日福利 五险一金 餐饮补贴 绩效奖金 带薪年假 全勤奖 包吃',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '五险一金',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '带薪年假',\n",
       "    '全勤奖',\n",
       "    '包吃'],\n",
       "   'attribute_text': ['深圳-宝安区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132095888',\n",
       "   'coid': '2548870',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/132095888.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '中级前端开发工程师(J10496)',\n",
       "   'job_title': '中级前端开发工程师(J10496)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2548870.html',\n",
       "   'company_name': '上海耸智信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 弹性工作 五险一金',\n",
       "   'jobwelf_list': ['周末双休', '弹性工作', '五险一金'],\n",
       "   'attribute_text': ['上海-浦东新区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131153105',\n",
       "   'coid': '2593740',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131153105.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2593740.html',\n",
       "   'company_name': '上海通联金融服务有限公司',\n",
       "   'providesalary_text': '1-2.5万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '补充医疗保险 五险一金 员工旅游 绩效奖金 年终奖金 股票期权 定期体检 补充公积金',\n",
       "   'jobwelf_list': ['补充医疗保险',\n",
       "    '五险一金',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '定期体检',\n",
       "    '补充公积金'],\n",
       "   'attribute_text': ['上海-浦东新区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130590804',\n",
       "   'coid': '2750992',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/130590804.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2750992.html',\n",
       "   'company_name': '深圳市联科科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '040300',\n",
       "   'workarea_text': '深圳-南山区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 专业培训 绩效奖金 弹性工作 定期体检 环境舒适 岗位晋升',\n",
       "   'jobwelf_list': ['员工旅游', '专业培训', '绩效奖金', '弹性工作', '定期体检', '环境舒适', '岗位晋升'],\n",
       "   'attribute_text': ['深圳-南山区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130177997',\n",
       "   'coid': '6421029',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/130177997.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVDQCYgdmAj0OawRlUDw.html',\n",
       "   'company_name': '交银金融科技有限公司',\n",
       "   'providesalary_text': '2-4万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['上海-浦东新区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129877243',\n",
       "   'coid': '6376816',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/changsha-frq\\\\/129877243.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6376816.html',\n",
       "   'company_name': '湖南华与锦商业管理有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '190201',\n",
       "   'workarea_text': '长沙-芙蓉区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['长沙-芙蓉区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128534486',\n",
       "   'coid': '2960221',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/kunming\\\\/128534486.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '可视化前端架构师',\n",
       "   'job_title': '可视化前端架构师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2960221.html',\n",
       "   'company_name': '云南红岭云科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '250200',\n",
       "   'workarea_text': '昆明',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 交通补贴 免费班车 年度免费体检 周末双休 节日福利 生日慰问 六险一金',\n",
       "   'jobwelf_list': ['餐饮补贴',\n",
       "    '交通补贴',\n",
       "    '免费班车',\n",
       "    '年度免费体检',\n",
       "    '周末双休',\n",
       "    '节日福利',\n",
       "    '生日慰问',\n",
       "    '六险一金'],\n",
       "   'attribute_text': ['昆明', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128235875',\n",
       "   'coid': '2755141',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/128235875.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师2021',\n",
       "   'job_title': '前端开发工程师2021',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2755141.html',\n",
       "   'company_name': '北京燕昆石油科技发展有限责任公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '010000',\n",
       "   'workarea_text': '北京',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '通讯补贴', '专业培训', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['北京', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '石油\\\\/化工\\\\/矿产\\\\/地质',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127694521',\n",
       "   'coid': '2575095',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/127694521.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '企业平台全栈开发工程师',\n",
       "   'job_title': '企业平台全栈开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2575095.html',\n",
       "   'company_name': '采联国际招标采购集团有限公司',\n",
       "   'providesalary_text': '10-17万\\\\/年',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 定期体检 五险一金 年终奖金',\n",
       "   'jobwelf_list': ['专业培训', '定期体检', '五险一金', '年终奖金'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127293795',\n",
       "   'coid': '4185317',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou-yhq\\\\/127293795.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4185317.html',\n",
       "   'company_name': '豪波安全科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '080207',\n",
       "   'workarea_text': '杭州-余杭区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 交通补贴 餐饮补贴 绩效奖金 年终奖金 股票期权 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '定期体检',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['杭州-余杭区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126488429',\n",
       "   'coid': '2771447',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/126488429.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2771447.html',\n",
       "   'company_name': '深圳市特发泰科通信科技有限公司',\n",
       "   'providesalary_text': '15-30万\\\\/年',\n",
       "   'workarea': '040300',\n",
       "   'workarea_text': '深圳-南山区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['深圳-南山区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124650343',\n",
       "   'coid': '4511118',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ptq\\\\/124650343.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4511118.html',\n",
       "   'company_name': '上海礼遇实业有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '020600',\n",
       "   'workarea_text': '上海-普陀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 节日福利 绩效奖金 年终奖金 包住宿 餐饮补贴 员工拓展 专业培训 通讯补贴',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '五险一金',\n",
       "    '节日福利',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '包住宿',\n",
       "    '餐饮补贴',\n",
       "    '员工拓展',\n",
       "    '专业培训',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['上海-普陀区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124050701',\n",
       "   'coid': '137425',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu\\\\/124050701.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co137425.html',\n",
       "   'company_name': '四川川大智胜软件股份有限公司',\n",
       "   'providesalary_text': '7-9千\\\\/月',\n",
       "   'workarea': '090200',\n",
       "   'workarea_text': '成都',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖金 通讯补贴 五险一金 补充医疗保险 定期体检 交通补贴 餐饮补贴 免费班车',\n",
       "   'jobwelf_list': ['年终奖金',\n",
       "    '绩效奖金',\n",
       "    '通讯补贴',\n",
       "    '五险一金',\n",
       "    '补充医疗保险',\n",
       "    '定期体检',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '免费班车'],\n",
       "   'attribute_text': ['成都', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123961748',\n",
       "   'coid': '2866400',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-jjq\\\\/123961748.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师（成都）',\n",
       "   'job_title': '前端工程师（成都）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2866400.html',\n",
       "   'company_name': '城云科技（中国）有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '090202',\n",
       "   'workarea_text': '成都-锦江区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 通讯补贴 年终奖金 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '通讯补贴', '年终奖金', '定期体检', '弹性工作'],\n",
       "   'attribute_text': ['成都-锦江区', '3-4年经验', '本科', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120508264',\n",
       "   'coid': '3438523',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/120508264.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3438523.html',\n",
       "   'company_name': '上海博奇汽车技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 带薪年假 五险一金 周末双休 餐饮补贴 住房补贴',\n",
       "   'jobwelf_list': ['做五休二', '带薪年假', '五险一金', '周末双休', '餐饮补贴', '住房补贴'],\n",
       "   'attribute_text': ['上海-浦东新区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '100120756',\n",
       "   'coid': '2337195',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan\\\\/100120756.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2337195.html',\n",
       "   'company_name': '武汉市金源信企业服务信息系统有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '180200',\n",
       "   'workarea_text': '武汉',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 项目奖金',\n",
       "   'jobwelf_list': ['五险一金', '项目奖金'],\n",
       "   'attribute_text': ['武汉', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132104153',\n",
       "   'coid': '6309564',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hadongbin-sbq\\\\/132104153.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6309564.html',\n",
       "   'company_name': '哈尔滨普发新能源有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '220205',\n",
       "   'workarea_text': '哈尔滨-松北区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '周末双休'],\n",
       "   'attribute_text': ['哈尔滨-松北区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132056176',\n",
       "   'coid': '6164478',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/xian-ytq\\\\/132056176.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师（西安）',\n",
       "   'job_title': 'Web前端开发工程师（西安）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6164478.html',\n",
       "   'company_name': '北京万维物联科技发展有限公司',\n",
       "   'providesalary_text': '1-2.5万\\\\/月',\n",
       "   'workarea': '200206',\n",
       "   'workarea_text': '西安-雁塔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 10:06:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 通讯补贴 餐饮补贴 周末双休 员工体检 年底双薪 员工旅游 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '周末双休',\n",
       "    '员工体检',\n",
       "    '年底双薪',\n",
       "    '员工旅游',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['西安-雁塔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '仪器仪表\\\\/工业自动化',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132086871',\n",
       "   'coid': '4783566',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu\\\\/132086871.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4783566.html',\n",
       "   'company_name': '北京环亚信通信息科技有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '090200',\n",
       "   'workarea_text': '成都',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 专业培训 绩效奖金 年终奖金 定期体检 项目奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '专业培训', '绩效奖金', '年终奖金', '定期体检', '项目奖金'],\n",
       "   'attribute_text': ['成都', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132080702',\n",
       "   'coid': '3748369',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/132080702.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3748369.html',\n",
       "   'company_name': '上海蓬海涞讯数据技术有限公司',\n",
       "   'providesalary_text': '1.2-2.8万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '通讯补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132076795',\n",
       "   'coid': '6313682',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-gxq\\\\/132076795.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '沃飞长空-业务与解决方案中心-前端开发工程师',\n",
       "   'job_title': '沃飞长空-业务与解决方案中心-前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6313682.html',\n",
       "   'company_name': '沃飞长空科技（成都）有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '090220',\n",
       "   'workarea_text': '成都-高新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 定期体检 弹性工作 年终奖金 绩效奖金 节日福利 带薪年假 管理规范',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '定期体检',\n",
       "    '弹性工作',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '管理规范'],\n",
       "   'attribute_text': ['成都-高新区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '航天\\\\/航空',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132068416',\n",
       "   'coid': '3856923',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/xiamen\\\\/132068416.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3856923.html',\n",
       "   'company_name': '广东唯一网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '110300',\n",
       "   'workarea_text': '厦门',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 午餐补贴 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '午餐补贴', '带薪年假'],\n",
       "   'attribute_text': ['厦门', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132061568',\n",
       "   'coid': '2697680',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou-jgq\\\\/132061568.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级前端开发工程师',\n",
       "   'job_title': '高级前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2697680.html',\n",
       "   'company_name': '浙江无极互联科技有限公司',\n",
       "   'providesalary_text': '1.8-2.5万\\\\/月',\n",
       "   'workarea': '080204',\n",
       "   'workarea_text': '杭州-江干区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 交通补贴 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '交通补贴', '员工旅游'],\n",
       "   'attribute_text': ['杭州-江干区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131546490',\n",
       "   'coid': '109917',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/131546490.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师(H5\\\\/小程序)',\n",
       "   'job_title': 'Web前端开发工程师(H5\\\\/小程序)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co109917.html',\n",
       "   'company_name': '深圳市佳创视讯技术股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '180207',\n",
       "   'workarea_text': '武汉-洪山区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 定期体检 五险一金 补充医疗保险 带薪年假 工作餐',\n",
       "   'jobwelf_list': ['绩效奖金', '定期体检', '五险一金', '补充医疗保险', '带薪年假', '工作餐'],\n",
       "   'attribute_text': ['武汉-洪山区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131507956',\n",
       "   'coid': '2991106',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/jinan-gxq\\\\/131507956.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '小程序开发（web前端）工程师',\n",
       "   'job_title': '小程序开发（web前端）工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2991106.html',\n",
       "   'company_name': '济南百思为科信息工程有限公司',\n",
       "   'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "   'workarea': '120211',\n",
       "   'workarea_text': '济南-高新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 绩效奖金 通讯补贴 餐饮补贴 定期体检 周末双休 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['济南-高新区', '3-4年经验', '本科', '招4人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131358619',\n",
       "   'coid': '240307',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131358619.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'web前端高级开发工程师',\n",
       "   'job_title': 'web前端高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co240307.html',\n",
       "   'company_name': '广州美络信息科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '餐饮补贴', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129602219',\n",
       "   'coid': '2744006',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129602219.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2744006.html',\n",
       "   'company_name': '杭州信雅达科技有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128868125',\n",
       "   'coid': '6314030',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hefei-lyq\\\\/128868125.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6314030.html',\n",
       "   'company_name': '安徽名家汇智慧教育科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '150202',\n",
       "   'workarea_text': '合肥-庐阳区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['合肥-庐阳区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '教育\\\\/培训\\\\/院校',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128570577',\n",
       "   'coid': '3587314',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-dxq\\\\/128570577.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端工程师',\n",
       "   'job_title': '前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3587314.html',\n",
       "   'company_name': '北京法宣在线科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '011400',\n",
       "   'workarea_text': '北京-大兴区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 年终奖金 专业培训 定期体检 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '年终奖金', '专业培训', '定期体检', '周末双休'],\n",
       "   'attribute_text': ['北京-大兴区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128495908',\n",
       "   'coid': '4869750',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-jaq\\\\/128495908.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4869750.html',\n",
       "   'company_name': '上海盛世大联汽车服务股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '020500',\n",
       "   'workarea_text': '上海-静安区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 出国机会 绩效奖金 年终奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '出国机会',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权'],\n",
       "   'attribute_text': ['上海-静安区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127355993',\n",
       "   'coid': '2391798',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/127355993.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '支付宝&amp;微信小程序前端开发',\n",
       "   'job_title': '支付宝&amp;微信小程序前端开发',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2391798.html',\n",
       "   'company_name': '励元科技（上海）有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '上海-浦东新区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 定期体检 通讯补贴 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '定期体检', '通讯补贴', '专业培训'],\n",
       "   'attribute_text': ['上海-浦东新区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125301202',\n",
       "   'coid': '4365962',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125301202.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4365962.html',\n",
       "   'company_name': '广州钛动科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 年终奖金 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '年终奖金', '定期体检', '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124681527',\n",
       "   'coid': '2991556',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing-xwq\\\\/124681527.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2991556.html',\n",
       "   'company_name': '上铁互联信息技术江苏有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '070201',\n",
       "   'workarea_text': '南京-玄武区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 补充公积金 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '补充公积金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['南京-玄武区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118889354',\n",
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       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-hdq\\\\/118889354.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '前端开发工程师',\n",
       "   'job_title': '前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5723121.html',\n",
       "   'company_name': '上海鸿翼软件技术股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '010800',\n",
       "   'workarea_text': '北京-海淀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['北京-海淀区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '116664028',\n",
       "   'coid': '2249378',\n",
       "   'effect': '1',\n",
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       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou\\\\/116664028.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师（用友）',\n",
       "   'job_title': 'Web前端开发工程师（用友）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2249378.html',\n",
       "   'company_name': '浙江用友软件有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '080200',\n",
       "   'workarea_text': '杭州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 通讯补贴 专业培训 员工旅游 交通补贴 绩效奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['杭州', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '105616612',\n",
       "   'coid': '297731',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/105616612.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Web前端开发工程师',\n",
       "   'job_title': 'Web前端开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co297731.html',\n",
       "   'company_name': '上海软中信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '020300',\n",
       "   'workarea_text': '上海-徐汇区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '餐饮补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['上海-徐汇区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
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       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'tags': [],\n",
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       "   'job_name': 'Web前端工程师',\n",
       "   'job_title': 'Web前端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2082998.html',\n",
       "   'company_name': '上海凯融信息科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '020600',\n",
       "   'workarea_text': '上海-普陀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 定期体检 员工旅游 专业培训 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '定期体检', '员工旅游', '专业培训', '年终奖金'],\n",
       "   'attribute_text': ['上海-普陀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
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       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
       "  'data_type': '1',\n",
       "  'keyword': '设计',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E5%25B9%25B3%25E9%259D%25A2%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '平面设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a平面设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,UI%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UI设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1aUI设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E7%25BD%2591%25E9%25A1%25B5%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '网页设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a网页设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E5%25AE%25A4%25E5%2586%2585%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '室内设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a室内设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%258A%25A9%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '设计助理',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a设计助理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E6%259C%25BA%25E6%25A2%25B0%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '机械设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148027\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a机械设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148028\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a产品设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E8%25A7%2586%25E8%25A7%2589%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '视觉设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148028\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a视觉设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E5%25B7%25A5%25E4%25B8%259A%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '工业设计',\n",
       "    'click': '15\\x1a1\\x1a1621755148028\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a工业设计'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/000000,000000,7201,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E6%2580%25BB%25E7%259B%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '设计总监',\n",
       "    'click': '15\\x1a1\\x1a1621755148028\\x1a\\x1abe4388ccf6ec59853bca517e5cca220b\\x1a61.242.54.196\\x1a1\\x1a设计\\x1a平面设计,UI设计,网页设计,室内设计,设计助理,机械设计,产品设计,视觉设计,工业设计,设计总监\\x1a设计总监'}]},\n",
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       "  'funtype': '7201',\n",
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       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
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       "   'txt': '数据分析薪资高、人才缺口大',\n",
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       "   'startdate': '2021-02-01',\n",
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       "   'startdate': '2021-02-01',\n",
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       " 'seo_title': '【设计,Web前端开发招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供设计,Web前端开发招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results=eval(js)\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 翻页url准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'22'"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_page=results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,1.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,2.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,3.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,4.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,5.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,6.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,7.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,8.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,9.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,10.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,11.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,12.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,13.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,14.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,15.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,16.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,17.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,18.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,19.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,20.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,21.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201',\n",
       " 'https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,22.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201']"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_group = ['https://search.51job.com/list/000000,000000,7201,00,9,99,%E8%AE%BE%E8%AE%A1,2,'+str(i)+'.html?lang=c&postchannel=0000&workyear=03&cotype=99&degreefrom=04&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=&function=7201' for i in range(1,23)]\n",
    "url_group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for url in (url_group):\n",
    "    r = session.get(url)\n",
    "    js = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(js)\n",
    "    df_biao=pd.DataFrame(results['engine_search_result'])[['jobid','job_name','job_href','workyear','issuedate','jobwelf_list','attribute_text','companysize_text','companyind_text']]\n",
    "    list_df.append(df_biao)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130243836</td>\n",
       "      <td>高级UI设计师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/beijing\\/130243836.h...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 04:00:55</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[北京, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127896215</td>\n",
       "      <td>WEB前端设计工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/changsha-csx\\/127896...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-07 15:28:54</td>\n",
       "      <td>[餐饮补贴, 绩效奖金, 弹性工作, 定期体检, 五险]</td>\n",
       "      <td>[长沙-长沙县, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>130400753</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/130400...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-10 08:47:46</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 定期体检]</td>\n",
       "      <td>[上海-杨浦区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>电气\\/电力\\/水利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>130238626</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/beijing\\/130238626.h...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-04-26 13:41:13</td>\n",
       "      <td>[五险一金, 绩效奖金, 周末双休, 培训]</td>\n",
       "      <td>[北京, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>131305601</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/chengdu-jnq\\/1313056...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:04:56</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 节日福利]</td>\n",
       "      <td>[成都-金牛区, 3-4年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>128126616</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12812...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-03-23 17:26:03</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终奖金, 定期体检, 员工旅游, 专业培训]</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>115426768</td>\n",
       "      <td>Android开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/115426...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-03-23 17:18:56</td>\n",
       "      <td>[五险一金, 绩效奖金]</td>\n",
       "      <td>[深圳-南山区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>125736301</td>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 17:40:06</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>131121594</td>\n",
       "      <td>Web\\/H5前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/wuxi-bhq\\/131121594....</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:57:36</td>\n",
       "      <td>[五险一金, 员工旅游, 年终奖金, 定期体检]</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>131121636</td>\n",
       "      <td>Web\\/H5前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-ptq\\/131121...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:57:23</td>\n",
       "      <td>[五险一金, 员工旅游, 年终奖金, 定期体检]</td>\n",
       "      <td>[上海-普陀区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1069 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid        job_name  \\\n",
       "0   130243836         高级UI设计师   \n",
       "1   127896215      WEB前端设计工程师   \n",
       "2   130400753         前端开发工程师   \n",
       "3   130238626         前端开发工程师   \n",
       "4   131305601      Web前端开发工程师   \n",
       "..        ...             ...   \n",
       "14  128126616         前端开发工程师   \n",
       "15  115426768    Android开发工程师   \n",
       "16  125736301         GIS研发经理   \n",
       "17  131121594  Web\\/H5前端开发工程师   \n",
       "18  131121636  Web\\/H5前端开发工程师   \n",
       "\n",
       "                                             job_href workyear  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/beijing\\/130243836.h...        5   \n",
       "1   https:\\/\\/jobs.51job.com\\/changsha-csx\\/127896...        5   \n",
       "2   https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/130400...        5   \n",
       "3   https:\\/\\/jobs.51job.com\\/beijing\\/130238626.h...        5   \n",
       "4   https:\\/\\/jobs.51job.com\\/chengdu-jnq\\/1313056...        5   \n",
       "..                                                ...      ...   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12812...        5   \n",
       "15  https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/115426...        5   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...        5   \n",
       "17  https:\\/\\/jobs.51job.com\\/wuxi-bhq\\/131121594....        5   \n",
       "18  https:\\/\\/jobs.51job.com\\/shanghai-ptq\\/131121...        5   \n",
       "\n",
       "              issuedate                                       jobwelf_list  \\\n",
       "0   2021-05-21 04:00:55               [五险一金, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]   \n",
       "1   2021-05-07 15:28:54                       [餐饮补贴, 绩效奖金, 弹性工作, 定期体检, 五险]   \n",
       "2   2021-05-10 08:47:46                           [五险一金, 餐饮补贴, 绩效奖金, 定期体检]   \n",
       "3   2021-04-26 13:41:13                             [五险一金, 绩效奖金, 周末双休, 培训]   \n",
       "4   2021-05-23 09:04:56         [周末双休, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 节日福利]   \n",
       "..                  ...                                                ...   \n",
       "14  2021-03-23 17:26:03               [五险一金, 绩效奖金, 年终奖金, 定期体检, 员工旅游, 专业培训]   \n",
       "15  2021-03-23 17:18:56                                       [五险一金, 绩效奖金]   \n",
       "16  2021-05-21 17:40:06  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...   \n",
       "17  2021-05-20 09:57:36                           [五险一金, 员工旅游, 年终奖金, 定期体检]   \n",
       "18  2021-05-20 09:57:23                           [五险一金, 员工旅游, 年终奖金, 定期体检]   \n",
       "\n",
       "                attribute_text companysize_text companyind_text  \n",
       "0        [北京, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "1    [长沙-长沙县, 3-4年经验, 本科, 招2人]         150-500人      医疗\\/护理\\/卫生  \n",
       "2    [上海-杨浦区, 3-4年经验, 本科, 招1人]         150-500人      电气\\/电力\\/水利  \n",
       "3        [北京, 3-4年经验, 本科, 招1人]         150-500人  石油\\/化工\\/矿产\\/地质  \n",
       "4    [成都-金牛区, 3-4年经验, 本科, 招3人]         150-500人      交通\\/运输\\/物流  \n",
       "..                         ...              ...             ...  \n",
       "14   [广州-南沙区, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "15   [深圳-南山区, 3-4年经验, 本科, 招1人]         150-500人       互联网\\/电子商务  \n",
       "16       [广州, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "17    [异地招聘, 3-4年经验, 本科, 招若干人]         150-500人           计算机软件  \n",
       "18  [上海-普陀区, 3-4年经验, 本科, 招若干人]         150-500人           计算机软件  \n",
       "\n",
       "[1069 rows x 9 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df)\n",
    "display(df_all) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 存储表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130243836</td>\n",
       "      <td>高级UI设计师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/beijing\\/130243836.h...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 04:00:55</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[北京, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127896215</td>\n",
       "      <td>WEB前端设计工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/changsha-csx\\/127896...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-07 15:28:54</td>\n",
       "      <td>[餐饮补贴, 绩效奖金, 弹性工作, 定期体检, 五险]</td>\n",
       "      <td>[长沙-长沙县, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>130400753</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/130400...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-10 08:47:46</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 定期体检]</td>\n",
       "      <td>[上海-杨浦区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>电气\\/电力\\/水利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>130238626</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/beijing\\/130238626.h...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-04-26 13:41:13</td>\n",
       "      <td>[五险一金, 绩效奖金, 周末双休, 培训]</td>\n",
       "      <td>[北京, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>131305601</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/chengdu-jnq\\/1313056...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:04:56</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 节日福利]</td>\n",
       "      <td>[成都-金牛区, 3-4年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>128126616</td>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12812...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-03-23 17:26:03</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终奖金, 定期体检, 员工旅游, 专业培训]</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>115426768</td>\n",
       "      <td>Android开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/115426...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-03-23 17:18:56</td>\n",
       "      <td>[五险一金, 绩效奖金]</td>\n",
       "      <td>[深圳-南山区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>125736301</td>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 17:40:06</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>131121594</td>\n",
       "      <td>Web\\/H5前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/wuxi-bhq\\/131121594....</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:57:36</td>\n",
       "      <td>[五险一金, 员工旅游, 年终奖金, 定期体检]</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>131121636</td>\n",
       "      <td>Web\\/H5前端开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-ptq\\/131121...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:57:23</td>\n",
       "      <td>[五险一金, 员工旅游, 年终奖金, 定期体检]</td>\n",
       "      <td>[上海-普陀区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1069 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid        job_name  \\\n",
       "0   130243836         高级UI设计师   \n",
       "1   127896215      WEB前端设计工程师   \n",
       "2   130400753         前端开发工程师   \n",
       "3   130238626         前端开发工程师   \n",
       "4   131305601      Web前端开发工程师   \n",
       "..        ...             ...   \n",
       "14  128126616         前端开发工程师   \n",
       "15  115426768    Android开发工程师   \n",
       "16  125736301         GIS研发经理   \n",
       "17  131121594  Web\\/H5前端开发工程师   \n",
       "18  131121636  Web\\/H5前端开发工程师   \n",
       "\n",
       "                                             job_href workyear  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/beijing\\/130243836.h...        5   \n",
       "1   https:\\/\\/jobs.51job.com\\/changsha-csx\\/127896...        5   \n",
       "2   https:\\/\\/jobs.51job.com\\/shanghai-ypq\\/130400...        5   \n",
       "3   https:\\/\\/jobs.51job.com\\/beijing\\/130238626.h...        5   \n",
       "4   https:\\/\\/jobs.51job.com\\/chengdu-jnq\\/1313056...        5   \n",
       "..                                                ...      ...   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12812...        5   \n",
       "15  https:\\/\\/jobs.51job.com\\/shenzhen-nsq\\/115426...        5   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou\\/125736301...        5   \n",
       "17  https:\\/\\/jobs.51job.com\\/wuxi-bhq\\/131121594....        5   \n",
       "18  https:\\/\\/jobs.51job.com\\/shanghai-ptq\\/131121...        5   \n",
       "\n",
       "              issuedate                                       jobwelf_list  \\\n",
       "0   2021-05-21 04:00:55               [五险一金, 员工旅游, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]   \n",
       "1   2021-05-07 15:28:54                       [餐饮补贴, 绩效奖金, 弹性工作, 定期体检, 五险]   \n",
       "2   2021-05-10 08:47:46                           [五险一金, 餐饮补贴, 绩效奖金, 定期体检]   \n",
       "3   2021-04-26 13:41:13                             [五险一金, 绩效奖金, 周末双休, 培训]   \n",
       "4   2021-05-23 09:04:56         [周末双休, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴, 高温补贴, 节日福利]   \n",
       "..                  ...                                                ...   \n",
       "14  2021-03-23 17:26:03               [五险一金, 绩效奖金, 年终奖金, 定期体检, 员工旅游, 专业培训]   \n",
       "15  2021-03-23 17:18:56                                       [五险一金, 绩效奖金]   \n",
       "16  2021-05-21 17:40:06  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, ...   \n",
       "17  2021-05-20 09:57:36                           [五险一金, 员工旅游, 年终奖金, 定期体检]   \n",
       "18  2021-05-20 09:57:23                           [五险一金, 员工旅游, 年终奖金, 定期体检]   \n",
       "\n",
       "                attribute_text companysize_text companyind_text  \n",
       "0        [北京, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "1    [长沙-长沙县, 3-4年经验, 本科, 招2人]         150-500人      医疗\\/护理\\/卫生  \n",
       "2    [上海-杨浦区, 3-4年经验, 本科, 招1人]         150-500人      电气\\/电力\\/水利  \n",
       "3        [北京, 3-4年经验, 本科, 招1人]         150-500人  石油\\/化工\\/矿产\\/地质  \n",
       "4    [成都-金牛区, 3-4年经验, 本科, 招3人]         150-500人      交通\\/运输\\/物流  \n",
       "..                         ...              ...             ...  \n",
       "14   [广州-南沙区, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "15   [深圳-南山区, 3-4年经验, 本科, 招1人]         150-500人       互联网\\/电子商务  \n",
       "16       [广州, 3-4年经验, 本科, 招1人]         150-500人           计算机软件  \n",
       "17    [异地招聘, 3-4年经验, 本科, 招若干人]         150-500人           计算机软件  \n",
       "18  [上海-普陀区, 3-4年经验, 本科, 招若干人]         150-500人           计算机软件  \n",
       "\n",
       "[1069 rows x 9 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 存表格\n",
    "with pd.ExcelWriter('3-5年本科150-500人公司前端设计.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer,sheet_name=\"数据\")\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 详细翻页存储"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取和处理链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/130238626.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-jnq\\\\/131305601.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-dhxjs\\\\/132138035.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/109589307.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-hpq\\\\/123898473.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-ypq\\\\/132125151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/132124904.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-jhq\\\\/132121175.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/132113149.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132101061.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-baq\\\\/132098649.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/132095888.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131153105.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/130590804.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/130177997.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/changsha-frq\\\\/129877243.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/kunming\\\\/128534486.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/128235875.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-hdq\\\\/130086276.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ftq\\\\/129732194.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131822700.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131822573.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129840075.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-hpq\\\\/129819030.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131901273.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129721793.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-lgq\\\\/131882877.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-sjsq\\\\/128794435.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hefei-bhq\\\\/122473871.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/121754622.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/xian-gxjs\\\\/67785779.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/nanchang-qshq\\\\/129192758.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/xian\\\\/126440160.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ftq\\\\/127381470.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/131222642.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/122572412.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/131825336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/129947725.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/fujiansheng\\\\/127012457.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou-bjq\\\\/101110662.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou-bjq\\\\/113485943.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/129247096.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/zhengzhou\\\\/121170040.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/124867729.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuxi-wxxq\\\\/125479059.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-hdq\\\\/125478947.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-lhq\\\\/129257780.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hefei-ssq\\\\/119994575.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-jaq\\\\/112964577.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai\\\\/115348885.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou-bjq\\\\/127070652.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/ningbo-jbq\\\\/131853251.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/xian\\\\/127029624.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-qpq\\\\/131043512.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing\\\\/129487366.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-hpq\\\\/131853732.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-gxq\\\\/130891031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hefei-bhxq\\\\/130857379.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing\\\\/126398436.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-hsq\\\\/123622053.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-jaq\\\\/128898858.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/119135463.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ftq\\\\/126539238.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129698781.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-cyq\\\\/129498297.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/128937898.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ftq\\\\/129551003.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/nanjing-jnq\\\\/96202948.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/jinan-lxq\\\\/131625845.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai\\\\/128973090.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan-dhxjs\\\\/131322759.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/124570620.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hefei-bhxq\\\\/124570497.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/124338356.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-cnq\\\\/130645812.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-cnq\\\\/129766240.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-xhq\\\\/129653881.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/120297378.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-cyq\\\\/125342129.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/104801193.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/130527422.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/chengdu-gxq\\\\/129837471.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/131351506.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hubeisheng\\\\/80817549.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/wuhan\\\\/121617640.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-cyq\\\\/129622898.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/129622554.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-nsq\\\\/120316691.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/hadongbin-dlq\\\\/124606956.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取详细页链接\n",
    "href_list = df_all['job_href'].tolist()\n",
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://jobs.51job.com/beijing/130243836.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/changsha-csx/127896215.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-ypq/130400753.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/130238626.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu-jnq/131305601.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-dhxjs/132138035.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/109589307.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-hpq/123898473.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-ypq/132125151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/132124904.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-jhq/132121175.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/132113149.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/132101061.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-baq/132098649.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/132095888.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/131153105.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/130590804.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/130177997.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/changsha-frq/129877243.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/kunming/128534486.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/128235875.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/127694521.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-yhq/127293795.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/126488429.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-ptq/124650343.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu/124050701.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu-jjq/123961748.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/120508264.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan/100120756.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hadongbin-sbq/132104153.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian-ytq/132056176.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu/132086871.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/132080702.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu-gxq/132076795.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xiamen/132068416.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-jgq/132061568.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/131546490.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/jinan-gxq/131507956.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131358619.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/129602219.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-lyq/128868125.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-dxq/128570577.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-jaq/128495908.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/127355993.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125301202.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanjing-xwq/124681527.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-hdq/118889354.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou/116664028.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/105616612.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-ptq/83178136.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenyang-hpq/130909620.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/121163990.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/jiaxing-xzq/130669286.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai/127326247.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian/130608203.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/129772036.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/126163172.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/129486428.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/suzhou-gyyq/131230504.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen/109018516.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/129120032.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/fuzhou/130878151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/122276862.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/125690750.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/kunming-plq/131918061.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/129804407.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanjing/131676230.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/131995755.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-hkq/125533020.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-jhq/131147574.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/suzhou-gyyq/126933337.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai/129079217.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-gxq/131992494.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/132027275.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/126816789.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanjing/105567710.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-jhq/96984600.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/128607454.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-ftq/127639224.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian/122845200.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-bjq/103728503.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/112462555.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/130189216.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132016081.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian-qjxq/131019198.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/shanghai-hpq/129819030.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/131901273.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/129721793.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-lgq/131882877.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-sjsq/128794435.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-bhq/122473871.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/121754622.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian-gxjs/67785779.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanchang-qshq/129192758.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian/126440160.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-ftq/127381470.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/131222642.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/122572412.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/131825336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/129947725.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/fujiansheng/127012457.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-bjq/101110662.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-bjq/113485943.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/129247096.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhengzhou/121170040.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/124867729.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuxi-wxxq/125479059.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-hdq/125478947.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-lhq/129257780.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-ssq/119994575.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-jaq/112964577.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai/115348885.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hangzhou-bjq/127070652.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/ningbo-jbq/131853251.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/xian/127029624.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-qpq/131043512.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanjing/129487366.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-hpq/131853732.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu-gxq/130891031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-bhxq/130857379.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing/126398436.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-hsq/123622053.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-jaq/128898858.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/119135463.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-ftq/126539238.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/129698781.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-cyq/129498297.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/128937898.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-ftq/129551003.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/nanjing-jnq/96202948.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/jinan-lxq/131625845.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai/128973090.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan-dhxjs/131322759.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/124570620.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hefei-bhxq/124570497.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/124338356.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-cnq/130645812.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-cnq/129766240.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-xhq/129653881.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/120297378.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-cyq/125342129.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/104801193.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/130527422.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/chengdu-gxq/129837471.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shanghai-pdxq/131351506.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hubeisheng/80817549.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/wuhan/121617640.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/beijing-cyq/129622898.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/129622554.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shenzhen-nsq/120316691.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/hadongbin-dlq/124606956.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 修改链接\n",
    "改_href = [i.replace('\\\\','') for i in href_list]\n",
    "改_href"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 测试xpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1、负责前端系统设计、开发和维护，确保符合前端开发规范和设计规范，满足客户良好体验；2、与后端开发团队紧密配合，确保代码有效对接，优化网站前端性能。3、完成其他临时交办的工作。任职要求：1、全日制本科以上学历；2、熟练掌握主流前端开发语言、开发框架；3、3年以上工作经验，2年以上web前端实际项目开发经验，具备后端开发相关经验的优先考虑。'"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 测试效果\n",
    "r_shi=session.get('https://jobs.51job.com/shanghai-pdxq/130177997.html?s=sou_sou_soulb&amp;t=0')\n",
    "职位信息_xpath=r_shi.html.xpath('//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()')\n",
    "# 职位信息_合并1 = str(职位信息_xpath).replace('\\n','').replace('\\\\n','').replace('\\\\xa0\\\\xa0\\\\xa0\\\\xa0','')\n",
    "# print(职位信息_合并1)\n",
    "职位信息_合并2=\"\".join(职位信息_xpath)\n",
    "职位信息_合并2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'交银金融科技有限公司诚聘'"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司信息_xpath=r_shi.html.xpath('//div[@class=\"tBorderTop_box\"]/div[@class=\"tmsg inbox\"]/text()')\n",
    "# .replace('\\\\xa0\\\\xa0\\\\xa0\\\\xa0','')\n",
    "公司信息_合并 =\"\".join(公司信息_xpath)\n",
    "公司信息_合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'集美区杏林湾营运中心11号楼508'"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_ce=session.get('https://jobs.51job.com/xiamen/130607585.html?s=sou_sou_soulb&t=0')\n",
    "公司地址_xpath=r_ce.html.xpath('//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg inbox\"]/p[@class=\"fp\"]/text()')\n",
    "公司地址_合并=\"\".join(公司地址_xpath)\n",
    "公司地址_合并"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 字典准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict_path = {\n",
    "    '职位_xpath':'//div[@class=\"tCompany_center clearfix\"]//div[@class=\"cn\"]/h1/@title',\n",
    "    '公司_xpath':'//div[@class=\"tCompany_center clearfix\"]//div[@class=\"cn\"]/p/a/@title',\n",
    "    '公司地址_xpath':'//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg inbox\"]/p[@class=\"fp\"]/text()', \n",
    "    '公司信息_xpath': '//div[@class=\"tBorderTop_box\"]/div[@class=\"tmsg inbox\"]/text()', \n",
    "    '职位信息_xpath':'//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()', \n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "df={}\n",
    "for url in 改_href:\n",
    "    r = session.get(url)\n",
    "    职位=r.html.xpath(dict_path['职位_xpath'])\n",
    "    公司=r.html.xpath(dict_path['公司_xpath'])       \n",
    "    公司信息 = r.html.xpath(dict_path['公司信息_xpath'])\n",
    "    职位信息 = r.html.xpath(dict_path['职位信息_xpath']) \n",
    "    公司地址 = r.html.xpath(dict_path['公司地址_xpath'])\n",
    "    公司信息_合并 = \"\".join(公司信息)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    公司地址_合并 = \"\".join(公司地址)\n",
    "    df[\"职位\"] = 职位\n",
    "    df[\"公司\"] = 公司\n",
    "    df[\"公司信息\"] = 公司信息_合并\n",
    "    df[\"职位信息\"] = 职位信息_合并\n",
    "    df[\"公司地址\"] = 公司地址_合并\n",
    "    df[\"链接\"] = url    \n",
    "    df_zong = pd.DataFrame(df)\n",
    "    list_df.append(df_zong)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位</th>\n",
       "      <th>公司</th>\n",
       "      <th>公司信息</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>公司地址</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级UI设计师</td>\n",
       "      <td>北京龙软科技股份有限公司</td>\n",
       "      <td>北京龙软科技股份有限公司（简称“龙软科技”）创立于2002年初春，位于中关村国家自主...</td>\n",
       "      <td>岗位职责：1.负责公司产品及项目的体验设计；2.探索创新体验设计方案；        3.完...</td>\n",
       "      <td>北京市海淀区中关村东路66号世纪科贸大厦C座2106室</td>\n",
       "      <td>https://jobs.51job.com/beijing/130243836.html?...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WEB前端设计工程师</td>\n",
       "      <td>湖南一块医药科技有限公司</td>\n",
       "      <td>湖南空间折叠互联网科技有限公司成立于2017年12月，现旗下独立运营一块医药电商平台，该平台...</td>\n",
       "      <td>1、3年以上的前端开发经验，有上线的成品展示； 2、熟练掌握HTML5,CSS3，理解htm...</td>\n",
       "      <td>雷公岭路36号湖南一块医药科技有限公司5楼</td>\n",
       "      <td>https://jobs.51job.com/changsha-csx/127896215....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>智方设计股份有限公司</td>\n",
       "      <td>上海智方电力是智方工程设计有限公司下属的全资子公司，主营工程咨询、勘测设计企业，注册资本金...</td>\n",
       "      <td>职位描述:1.负责产品及平台的前端开发工作；2.配合团队完成产品的整体设计与开发3.参与前端...</td>\n",
       "      <td>国康路38号</td>\n",
       "      <td>https://jobs.51job.com/shanghai-ypq/130400753....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>大庆油田设计院有限公司北京分公司</td>\n",
       "      <td>大庆油田工程有限公司北京分公司，成立于2004年，隶属于大庆油田工程有限公司，总部位于中...</td>\n",
       "      <td>1.3年以上前端开发经验；2.前端基础知识扎实，熟练掌握 TS/ES、HTML、CSS 熟悉...</td>\n",
       "      <td>东城区东四十条甲22号南新仓商务大厦B座16层</td>\n",
       "      <td>https://jobs.51job.com/beijing/130238626.html?...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>四川东方物流集团有限公司</td>\n",
       "      <td>四川东方物流集团有限公司简介2004年7月，由东方锅炉（自贡）东方储运公司改制成立“自贡东方...</td>\n",
       "      <td>1、本科及以上学历，计算机相关专业，专职前端开发3年（实际经验）及以上工作经验；2、熟练使用...</td>\n",
       "      <td>426号上层建筑A座19楼</td>\n",
       "      <td>https://jobs.51job.com/chengdu-jnq/131305601.h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州中国科学院软件应用技术研究所</td>\n",
       "      <td>广州中国科学院软件应用技术研究所（简称广州软件所）成立于2011年5月27日，是由广州市政府...</td>\n",
       "      <td>岗位职责：1.负责软件研究所的Web前端研发工作，程序模块开发、框架组件编写；2.与设计师、...</td>\n",
       "      <td>广州市南沙区海滨路1121号</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-nsq/128126616...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Android开发工程师</td>\n",
       "      <td>前海企加速孵化器（深圳）有限公司</td>\n",
       "      <td>企业介绍企加速孵化器（深圳）有限公司，以国家智库为核心，区域经济政策研究为基础的互联网科技孵...</td>\n",
       "      <td>1、负责移动产品Android客户端的开发、测试、问题分析、优化；2、基于产品设计的要求，负...</td>\n",
       "      <td>沙河西路2009号万象天地西侧尚美科技科技大厦</td>\n",
       "      <td>https://jobs.51job.com/shenzhen-nsq/115426768....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>航天精一（广东）信息科技有限公司</td>\n",
       "      <td>公司简介航天精一（广东）信息科技有限公司（简称：航天精一），创建于2002年，隶属于航天科工...</td>\n",
       "      <td>岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...</td>\n",
       "      <td>广州市科韵路天河软件园建工路11号五楼</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125736301.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web/H5前端开发工程师</td>\n",
       "      <td>上海高重信息科技有限公司</td>\n",
       "      <td>高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...</td>\n",
       "      <td>1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...</td>\n",
       "      <td>滨湖区 雪浪街道缘溪道蜗牛坊东门</td>\n",
       "      <td>https://jobs.51job.com/wuxi-bhq/131121594.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web/H5前端开发工程师</td>\n",
       "      <td>上海高重信息科技有限公司</td>\n",
       "      <td>高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...</td>\n",
       "      <td>1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...</td>\n",
       "      <td>普陀区真北路958号天地科技广场2号楼5层</td>\n",
       "      <td>https://jobs.51job.com/shanghai-ptq/131121636....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1068 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               职位                公司  \\\n",
       "0         高级UI设计师      北京龙软科技股份有限公司   \n",
       "0      WEB前端设计工程师      湖南一块医药科技有限公司   \n",
       "0         前端开发工程师        智方设计股份有限公司   \n",
       "0         前端开发工程师  大庆油田设计院有限公司北京分公司   \n",
       "0      Web前端开发工程师      四川东方物流集团有限公司   \n",
       "..            ...               ...   \n",
       "0         前端开发工程师  广州中国科学院软件应用技术研究所   \n",
       "0    Android开发工程师  前海企加速孵化器（深圳）有限公司   \n",
       "0         GIS研发经理  航天精一（广东）信息科技有限公司   \n",
       "0   Web/H5前端开发工程师      上海高重信息科技有限公司   \n",
       "0   Web/H5前端开发工程师      上海高重信息科技有限公司   \n",
       "\n",
       "                                                 公司信息  \\\n",
       "0       北京龙软科技股份有限公司（简称“龙软科技”）创立于2002年初春，位于中关村国家自主...   \n",
       "0   湖南空间折叠互联网科技有限公司成立于2017年12月，现旗下独立运营一块医药电商平台，该平台...   \n",
       "0    上海智方电力是智方工程设计有限公司下属的全资子公司，主营工程咨询、勘测设计企业，注册资本金...   \n",
       "0     大庆油田工程有限公司北京分公司，成立于2004年，隶属于大庆油田工程有限公司，总部位于中...   \n",
       "0   四川东方物流集团有限公司简介2004年7月，由东方锅炉（自贡）东方储运公司改制成立“自贡东方...   \n",
       "..                                                ...   \n",
       "0   广州中国科学院软件应用技术研究所（简称广州软件所）成立于2011年5月27日，是由广州市政府...   \n",
       "0   企业介绍企加速孵化器（深圳）有限公司，以国家智库为核心，区域经济政策研究为基础的互联网科技孵...   \n",
       "0   公司简介航天精一（广东）信息科技有限公司（简称：航天精一），创建于2002年，隶属于航天科工...   \n",
       "0   高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...   \n",
       "0   高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...   \n",
       "\n",
       "                                                 职位信息  \\\n",
       "0   岗位职责：1.负责公司产品及项目的体验设计；2.探索创新体验设计方案；        3.完...   \n",
       "0   1、3年以上的前端开发经验，有上线的成品展示； 2、熟练掌握HTML5,CSS3，理解htm...   \n",
       "0   职位描述:1.负责产品及平台的前端开发工作；2.配合团队完成产品的整体设计与开发3.参与前端...   \n",
       "0   1.3年以上前端开发经验；2.前端基础知识扎实，熟练掌握 TS/ES、HTML、CSS 熟悉...   \n",
       "0   1、本科及以上学历，计算机相关专业，专职前端开发3年（实际经验）及以上工作经验；2、熟练使用...   \n",
       "..                                                ...   \n",
       "0   岗位职责：1.负责软件研究所的Web前端研发工作，程序模块开发、框架组件编写；2.与设计师、...   \n",
       "0   1、负责移动产品Android客户端的开发、测试、问题分析、优化；2、基于产品设计的要求，负...   \n",
       "0   岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...   \n",
       "0   1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...   \n",
       "0   1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...   \n",
       "\n",
       "                           公司地址  \\\n",
       "0   北京市海淀区中关村东路66号世纪科贸大厦C座2106室   \n",
       "0         雷公岭路36号湖南一块医药科技有限公司5楼   \n",
       "0                        国康路38号   \n",
       "0       东城区东四十条甲22号南新仓商务大厦B座16层   \n",
       "0                 426号上层建筑A座19楼   \n",
       "..                          ...   \n",
       "0                广州市南沙区海滨路1121号   \n",
       "0       沙河西路2009号万象天地西侧尚美科技科技大厦   \n",
       "0           广州市科韵路天河软件园建工路11号五楼   \n",
       "0              滨湖区 雪浪街道缘溪道蜗牛坊东门   \n",
       "0         普陀区真北路958号天地科技广场2号楼5层   \n",
       "\n",
       "                                                   链接  \n",
       "0   https://jobs.51job.com/beijing/130243836.html?...  \n",
       "0   https://jobs.51job.com/changsha-csx/127896215....  \n",
       "0   https://jobs.51job.com/shanghai-ypq/130400753....  \n",
       "0   https://jobs.51job.com/beijing/130238626.html?...  \n",
       "0   https://jobs.51job.com/chengdu-jnq/131305601.h...  \n",
       "..                                                ...  \n",
       "0   https://jobs.51job.com/guangzhou-nsq/128126616...  \n",
       "0   https://jobs.51job.com/shenzhen-nsq/115426768....  \n",
       "0   https://jobs.51job.com/guangzhou/125736301.htm...  \n",
       "0   https://jobs.51job.com/wuxi-bhq/131121594.html...  \n",
       "0   https://jobs.51job.com/shanghai-ptq/131121636....  \n",
       "\n",
       "[1068 rows x 6 columns]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df)\n",
    "df_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 存储详细页表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位</th>\n",
       "      <th>公司</th>\n",
       "      <th>公司信息</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>公司地址</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级UI设计师</td>\n",
       "      <td>北京龙软科技股份有限公司</td>\n",
       "      <td>北京龙软科技股份有限公司（简称“龙软科技”）创立于2002年初春，位于中关村国家自主...</td>\n",
       "      <td>岗位职责：1.负责公司产品及项目的体验设计；2.探索创新体验设计方案；        3.完...</td>\n",
       "      <td>北京市海淀区中关村东路66号世纪科贸大厦C座2106室</td>\n",
       "      <td>https://jobs.51job.com/beijing/130243836.html?...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WEB前端设计工程师</td>\n",
       "      <td>湖南一块医药科技有限公司</td>\n",
       "      <td>湖南空间折叠互联网科技有限公司成立于2017年12月，现旗下独立运营一块医药电商平台，该平台...</td>\n",
       "      <td>1、3年以上的前端开发经验，有上线的成品展示； 2、熟练掌握HTML5,CSS3，理解htm...</td>\n",
       "      <td>雷公岭路36号湖南一块医药科技有限公司5楼</td>\n",
       "      <td>https://jobs.51job.com/changsha-csx/127896215....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>智方设计股份有限公司</td>\n",
       "      <td>上海智方电力是智方工程设计有限公司下属的全资子公司，主营工程咨询、勘测设计企业，注册资本金...</td>\n",
       "      <td>职位描述:1.负责产品及平台的前端开发工作；2.配合团队完成产品的整体设计与开发3.参与前端...</td>\n",
       "      <td>国康路38号</td>\n",
       "      <td>https://jobs.51job.com/shanghai-ypq/130400753....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>大庆油田设计院有限公司北京分公司</td>\n",
       "      <td>大庆油田工程有限公司北京分公司，成立于2004年，隶属于大庆油田工程有限公司，总部位于中...</td>\n",
       "      <td>1.3年以上前端开发经验；2.前端基础知识扎实，熟练掌握 TS/ES、HTML、CSS 熟悉...</td>\n",
       "      <td>东城区东四十条甲22号南新仓商务大厦B座16层</td>\n",
       "      <td>https://jobs.51job.com/beijing/130238626.html?...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>四川东方物流集团有限公司</td>\n",
       "      <td>四川东方物流集团有限公司简介2004年7月，由东方锅炉（自贡）东方储运公司改制成立“自贡东方...</td>\n",
       "      <td>1、本科及以上学历，计算机相关专业，专职前端开发3年（实际经验）及以上工作经验；2、熟练使用...</td>\n",
       "      <td>426号上层建筑A座19楼</td>\n",
       "      <td>https://jobs.51job.com/chengdu-jnq/131305601.h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州中国科学院软件应用技术研究所</td>\n",
       "      <td>广州中国科学院软件应用技术研究所（简称广州软件所）成立于2011年5月27日，是由广州市政府...</td>\n",
       "      <td>岗位职责：1.负责软件研究所的Web前端研发工作，程序模块开发、框架组件编写；2.与设计师、...</td>\n",
       "      <td>广州市南沙区海滨路1121号</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-nsq/128126616...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Android开发工程师</td>\n",
       "      <td>前海企加速孵化器（深圳）有限公司</td>\n",
       "      <td>企业介绍企加速孵化器（深圳）有限公司，以国家智库为核心，区域经济政策研究为基础的互联网科技孵...</td>\n",
       "      <td>1、负责移动产品Android客户端的开发、测试、问题分析、优化；2、基于产品设计的要求，负...</td>\n",
       "      <td>沙河西路2009号万象天地西侧尚美科技科技大厦</td>\n",
       "      <td>https://jobs.51job.com/shenzhen-nsq/115426768....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GIS研发经理</td>\n",
       "      <td>航天精一（广东）信息科技有限公司</td>\n",
       "      <td>公司简介航天精一（广东）信息科技有限公司（简称：航天精一），创建于2002年，隶属于航天科工...</td>\n",
       "      <td>岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...</td>\n",
       "      <td>广州市科韵路天河软件园建工路11号五楼</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125736301.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web/H5前端开发工程师</td>\n",
       "      <td>上海高重信息科技有限公司</td>\n",
       "      <td>高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...</td>\n",
       "      <td>1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...</td>\n",
       "      <td>滨湖区 雪浪街道缘溪道蜗牛坊东门</td>\n",
       "      <td>https://jobs.51job.com/wuxi-bhq/131121594.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Web/H5前端开发工程师</td>\n",
       "      <td>上海高重信息科技有限公司</td>\n",
       "      <td>高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...</td>\n",
       "      <td>1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...</td>\n",
       "      <td>普陀区真北路958号天地科技广场2号楼5层</td>\n",
       "      <td>https://jobs.51job.com/shanghai-ptq/131121636....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1068 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               职位                公司  \\\n",
       "0         高级UI设计师      北京龙软科技股份有限公司   \n",
       "0      WEB前端设计工程师      湖南一块医药科技有限公司   \n",
       "0         前端开发工程师        智方设计股份有限公司   \n",
       "0         前端开发工程师  大庆油田设计院有限公司北京分公司   \n",
       "0      Web前端开发工程师      四川东方物流集团有限公司   \n",
       "..            ...               ...   \n",
       "0         前端开发工程师  广州中国科学院软件应用技术研究所   \n",
       "0    Android开发工程师  前海企加速孵化器（深圳）有限公司   \n",
       "0         GIS研发经理  航天精一（广东）信息科技有限公司   \n",
       "0   Web/H5前端开发工程师      上海高重信息科技有限公司   \n",
       "0   Web/H5前端开发工程师      上海高重信息科技有限公司   \n",
       "\n",
       "                                                 公司信息  \\\n",
       "0       北京龙软科技股份有限公司（简称“龙软科技”）创立于2002年初春，位于中关村国家自主...   \n",
       "0   湖南空间折叠互联网科技有限公司成立于2017年12月，现旗下独立运营一块医药电商平台，该平台...   \n",
       "0    上海智方电力是智方工程设计有限公司下属的全资子公司，主营工程咨询、勘测设计企业，注册资本金...   \n",
       "0     大庆油田工程有限公司北京分公司，成立于2004年，隶属于大庆油田工程有限公司，总部位于中...   \n",
       "0   四川东方物流集团有限公司简介2004年7月，由东方锅炉（自贡）东方储运公司改制成立“自贡东方...   \n",
       "..                                                ...   \n",
       "0   广州中国科学院软件应用技术研究所（简称广州软件所）成立于2011年5月27日，是由广州市政府...   \n",
       "0   企业介绍企加速孵化器（深圳）有限公司，以国家智库为核心，区域经济政策研究为基础的互联网科技孵...   \n",
       "0   公司简介航天精一（广东）信息科技有限公司（简称：航天精一），创建于2002年，隶属于航天科工...   \n",
       "0   高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...   \n",
       "0   高瞻远瞩，重信守诺高重科技成立于2014年，是一家以人工智能和大数据为基础的科技型创新公司，...   \n",
       "\n",
       "                                                 职位信息  \\\n",
       "0   岗位职责：1.负责公司产品及项目的体验设计；2.探索创新体验设计方案；        3.完...   \n",
       "0   1、3年以上的前端开发经验，有上线的成品展示； 2、熟练掌握HTML5,CSS3，理解htm...   \n",
       "0   职位描述:1.负责产品及平台的前端开发工作；2.配合团队完成产品的整体设计与开发3.参与前端...   \n",
       "0   1.3年以上前端开发经验；2.前端基础知识扎实，熟练掌握 TS/ES、HTML、CSS 熟悉...   \n",
       "0   1、本科及以上学历，计算机相关专业，专职前端开发3年（实际经验）及以上工作经验；2、熟练使用...   \n",
       "..                                                ...   \n",
       "0   岗位职责：1.负责软件研究所的Web前端研发工作，程序模块开发、框架组件编写；2.与设计师、...   \n",
       "0   1、负责移动产品Android客户端的开发、测试、问题分析、优化；2、基于产品设计的要求，负...   \n",
       "0   岗位职责描述：1、负责GIS平台的规划与研发，提出软硬件架构整体选型及设计方案，指导其他工程...   \n",
       "0   1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...   \n",
       "0   1、         全日制本科或以上学历，计算机相关专业，三年以上软件开发经历； 2、  ...   \n",
       "\n",
       "                           公司地址  \\\n",
       "0   北京市海淀区中关村东路66号世纪科贸大厦C座2106室   \n",
       "0         雷公岭路36号湖南一块医药科技有限公司5楼   \n",
       "0                        国康路38号   \n",
       "0       东城区东四十条甲22号南新仓商务大厦B座16层   \n",
       "0                 426号上层建筑A座19楼   \n",
       "..                          ...   \n",
       "0                广州市南沙区海滨路1121号   \n",
       "0       沙河西路2009号万象天地西侧尚美科技科技大厦   \n",
       "0           广州市科韵路天河软件园建工路11号五楼   \n",
       "0              滨湖区 雪浪街道缘溪道蜗牛坊东门   \n",
       "0         普陀区真北路958号天地科技广场2号楼5层   \n",
       "\n",
       "                                                   链接  \n",
       "0   https://jobs.51job.com/beijing/130243836.html?...  \n",
       "0   https://jobs.51job.com/changsha-csx/127896215....  \n",
       "0   https://jobs.51job.com/shanghai-ypq/130400753....  \n",
       "0   https://jobs.51job.com/beijing/130238626.html?...  \n",
       "0   https://jobs.51job.com/chengdu-jnq/131305601.h...  \n",
       "..                                                ...  \n",
       "0   https://jobs.51job.com/guangzhou-nsq/128126616...  \n",
       "0   https://jobs.51job.com/shenzhen-nsq/115426768....  \n",
       "0   https://jobs.51job.com/guangzhou/125736301.htm...  \n",
       "0   https://jobs.51job.com/wuxi-bhq/131121594.html...  \n",
       "0   https://jobs.51job.com/shanghai-ptq/131121636....  \n",
       "\n",
       "[1068 rows x 6 columns]"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "# 存详细页表格\n",
    "with pd.ExcelWriter('详细页职位信息.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer,sheet_name=\"职位信息\")\n",
    "display(df_all)"
   ]
  },
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